Dataset statistics
| Number of variables | 13 |
|---|---|
| Number of observations | 100 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 9.6 KiB |
| Average record size in memory | 98.3 B |
Variable types
| NUM | 12 |
|---|---|
| BOOL | 1 |
account has unique values | Unique |
Reproduction
| Analysis started | 2021-05-15 07:59:46.428235 |
|---|---|
| Analysis finished | 2021-05-15 08:00:09.295557 |
| Duration | 22.87 seconds |
| Software version | pandas-profiling v2.9.0 |
| Download configuration | config.yaml |
| Distinct | 100 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2068103284 |
|---|---|
| Minimum | 37709441 |
| Maximum | 4281711154 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 800.0 B |
Quantile statistics
| Minimum | 37709441 |
|---|---|
| 5-th percentile | 151250444.9 |
| Q1 | 1212680590 |
| median | 1994605610 |
| Q3 | 2974652188 |
| 95-th percentile | 4059914832 |
| Maximum | 4281711154 |
| Range | 4244001713 |
| Interquartile range (IQR) | 1761971598 |
Descriptive statistics
| Standard deviation | 1209468316 |
|---|---|
| Coefficient of variation (CV) | 0.5848200742 |
| Kurtosis | -0.987534946 |
| Mean | 2068103284 |
| Median Absolute Deviation (MAD) | 931986363 |
| Skewness | 0.1087223221 |
| Sum | 2.068103284e+11 |
| Variance | 1.462813608e+18 |
| Monotocity | Strictly increasing |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 2673069055 | 1 | 1.0% | |
| 211792489 | 1 | 1.0% | |
| 1349834573 | 1 | 1.0% | |
| 3741880913 | 1 | 1.0% | |
| 4258502723 | 1 | 1.0% | |
| 3879258709 | 1 | 1.0% | |
| 4274272854 | 1 | 1.0% | |
| 2901672282 | 1 | 1.0% | |
| 4065652575 | 1 | 1.0% | |
| 38923874 | 1 | 1.0% | |
| Other values (90) | 90 | 90.0% |
| Value | Count | Frequency (%) | |
| 37709441 | 1 | 1.0% | |
| 38923874 | 1 | 1.0% | |
| 53508546 | 1 | 1.0% | |
| 80388494 | 1 | 1.0% | |
| 90814749 | 1 | 1.0% |
| Value | Count | Frequency (%) | |
| 4281711154 | 1 | 1.0% | |
| 4274272854 | 1 | 1.0% | |
| 4258502723 | 1 | 1.0% | |
| 4163822186 | 1 | 1.0% | |
| 4065652575 | 1 | 1.0% |
age
Real number (ℝ≥0)
| Distinct | 33 |
|---|---|
| Distinct (%) | 33.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 31.77 |
|---|---|
| Minimum | 18 |
| Maximum | 78 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 800.0 B |
Quantile statistics
| Minimum | 18 |
|---|---|
| 5-th percentile | 19 |
| Q1 | 22 |
| median | 29.5 |
| Q3 | 39.25 |
| 95-th percentile | 50.1 |
| Maximum | 78 |
| Range | 60 |
| Interquartile range (IQR) | 17.25 |
Descriptive statistics
| Standard deviation | 11.54425389 |
|---|---|
| Coefficient of variation (CV) | 0.3633696536 |
| Kurtosis | 2.331432564 |
| Mean | 31.77 |
| Median Absolute Deviation (MAD) | 8.5 |
| Skewness | 1.242431212 |
| Sum | 3177 |
| Variance | 133.269798 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=33)
| Value | Count | Frequency (%) | |
| 19 | 6 | 6.0% | |
| 20 | 6 | 6.0% | |
| 21 | 6 | 6.0% | |
| 38 | 6 | 6.0% | |
| 35 | 5 | 5.0% | |
| 40 | 5 | 5.0% | |
| 22 | 5 | 5.0% | |
| 26 | 5 | 5.0% | |
| 24 | 4 | 4.0% | |
| 25 | 4 | 4.0% | |
| Other values (23) | 48 | 48.0% |
| Value | Count | Frequency (%) | |
| 18 | 4 | 4.0% | |
| 19 | 6 | 6.0% | |
| 20 | 6 | 6.0% | |
| 21 | 6 | 6.0% | |
| 22 | 5 | 5.0% |
| Value | Count | Frequency (%) | |
| 78 | 1 | 1.0% | |
| 69 | 1 | 1.0% | |
| 64 | 1 | 1.0% | |
| 53 | 1 | 1.0% | |
| 52 | 1 | 1.0% |
X
Real number (ℝ)
| Distinct | 85 |
|---|---|
| Distinct (%) | 85.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -38.6475 |
|---|---|
| Minimum | -573 |
| Maximum | -12.37 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 800.0 B |
Quantile statistics
| Minimum | -573 |
|---|---|
| 5-th percentile | -37.931 |
| Q1 | -37.76 |
| median | -33.975 |
| Q3 | -31.895 |
| 95-th percentile | -22.7555 |
| Maximum | -12.37 |
| Range | 560.63 |
| Interquartile range (IQR) | 5.865 |
Descriptive statistics
| Standard deviation | 54.27292856 |
|---|---|
| Coefficient of variation (CV) | -1.404306321 |
| Kurtosis | 97.75734874 |
| Mean | -38.6475 |
| Median Absolute Deviation (MAD) | 3.7 |
| Skewness | -9.830716027 |
| Sum | -3864.75 |
| Variance | 2945.550774 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| -37.84 | 4 | 4.0% | |
| -37.76 | 3 | 3.0% | |
| -37.66 | 2 | 2.0% | |
| -37.69 | 2 | 2.0% | |
| -33.76 | 2 | 2.0% | |
| -37.91 | 2 | 2.0% | |
| -37.82 | 2 | 2.0% | |
| -33.8 | 2 | 2.0% | |
| -31.9 | 2 | 2.0% | |
| -33.77 | 2 | 2.0% | |
| Other values (75) | 77 | 77.0% |
| Value | Count | Frequency (%) | |
| -573 | 1 | 1.0% | |
| -42.88 | 1 | 1.0% | |
| -38.03 | 1 | 1.0% | |
| -37.97 | 1 | 1.0% | |
| -37.95 | 1 | 1.0% |
| Value | Count | Frequency (%) | |
| -12.37 | 1 | 1.0% | |
| -12.45 | 1 | 1.0% | |
| -12.49 | 1 | 1.0% | |
| -17.03 | 1 | 1.0% | |
| -21.15 | 1 | 1.0% |
Y
Real number (ℝ≥0)
| Distinct | 87 |
|---|---|
| Distinct (%) | 87.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 143.5658 |
|---|---|
| Minimum | 114.62 |
| Maximum | 255 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 800.0 B |
Quantile statistics
| Minimum | 114.62 |
|---|---|
| 5-th percentile | 115.79 |
| Q1 | 143.565 |
| median | 145.155 |
| Q3 | 150.905 |
| 95-th percentile | 153.0905 |
| Maximum | 255 |
| Range | 140.38 |
| Interquartile range (IQR) | 7.34 |
Descriptive statistics
| Standard deviation | 16.19440982 |
|---|---|
| Coefficient of variation (CV) | 0.1128013066 |
| Kurtosis | 22.25234251 |
| Mean | 143.5658 |
| Median Absolute Deviation (MAD) | 5.745 |
| Skewness | 2.682219338 |
| Sum | 14356.58 |
| Variance | 262.2589095 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 144.96 | 3 | 3.0% | |
| 151.27 | 3 | 3.0% | |
| 150.9 | 2 | 2.0% | |
| 149.03 | 2 | 2.0% | |
| 145.03 | 2 | 2.0% | |
| 151.04 | 2 | 2.0% | |
| 145.04 | 2 | 2.0% | |
| 115.79 | 2 | 2.0% | |
| 144.89 | 2 | 2.0% | |
| 151.23 | 2 | 2.0% | |
| Other values (77) | 78 | 78.0% |
| Value | Count | Frequency (%) | |
| 114.62 | 1 | 1.0% | |
| 115.72 | 1 | 1.0% | |
| 115.74 | 1 | 1.0% | |
| 115.78 | 1 | 1.0% | |
| 115.79 | 2 | 2.0% |
| Value | Count | Frequency (%) | |
| 255 | 1 | 1.0% | |
| 153.41 | 2 | 2.0% | |
| 153.32 | 1 | 1.0% | |
| 153.1 | 1 | 1.0% | |
| 153.09 | 1 | 1.0% |
gender_M
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | 2.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 100.0 B |
| 1 | |
|---|---|
| 0 |
| Value | Count | Frequency (%) | |
| 1 | 56 | 56.0% | |
| 0 | 44 | 44.0% |
balance
Real number (ℝ≥0)
| Distinct | 99 |
|---|---|
| Distinct (%) | 99.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 137686.6746 |
|---|---|
| Minimum | 13769.63 |
| Maximum | 1584768.28 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 800.0 B |
Quantile statistics
| Minimum | 13769.63 |
|---|---|
| 5-th percentile | 22724.108 |
| Q1 | 49657.2425 |
| median | 72277.425 |
| Q3 | 114188.5225 |
| 95-th percentile | 412686.295 |
| Maximum | 1584768.28 |
| Range | 1570998.65 |
| Interquartile range (IQR) | 64531.28 |
Descriptive statistics
| Standard deviation | 229337.4936 |
|---|---|
| Coefficient of variation (CV) | 1.665647705 |
| Kurtosis | 24.65345916 |
| Mean | 137686.6746 |
| Median Absolute Deviation (MAD) | 31959.62 |
| Skewness | 4.640966909 |
| Sum | 13768667.46 |
| Variance | 5.259568595e+10 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 83700.42 | 2 | 2.0% | |
| 27141.67 | 1 | 1.0% | |
| 381472.24 | 1 | 1.0% | |
| 95447.77 | 1 | 1.0% | |
| 51624.95 | 1 | 1.0% | |
| 399484.97 | 1 | 1.0% | |
| 76688.05 | 1 | 1.0% | |
| 36491.38 | 1 | 1.0% | |
| 116438.43 | 1 | 1.0% | |
| 93731.43 | 1 | 1.0% | |
| Other values (89) | 89 | 89.0% |
| Value | Count | Frequency (%) | |
| 13769.63 | 1 | 1.0% | |
| 14129.58 | 1 | 1.0% | |
| 16864.59 | 1 | 1.0% | |
| 17476.44 | 1 | 1.0% | |
| 20776.76 | 1 | 1.0% |
| Value | Count | Frequency (%) | |
| 1584768.28 | 1 | 1.0% | |
| 1398902.55 | 1 | 1.0% | |
| 792776.29 | 1 | 1.0% | |
| 506145.72 | 1 | 1.0% | |
| 467645.22 | 1 | 1.0% |
amount
Real number (ℝ≥0)
| Distinct | 99 |
|---|---|
| Distinct (%) | 99.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 17002.6969 |
|---|---|
| Minimum | 7155.96 |
| Maximum | 35343.92 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 800.0 B |
Quantile statistics
| Minimum | 7155.96 |
|---|---|
| 5-th percentile | 9199.968 |
| Q1 | 11684.5975 |
| median | 14887.63 |
| Q3 | 21597.75 |
| 95-th percentile | 30883.351 |
| Maximum | 35343.92 |
| Range | 28187.96 |
| Interquartile range (IQR) | 9913.1525 |
Descriptive statistics
| Standard deviation | 6894.280033 |
|---|---|
| Coefficient of variation (CV) | 0.4054815582 |
| Kurtosis | -0.09319912142 |
| Mean | 17002.6969 |
| Median Absolute Deviation (MAD) | 3833.95 |
| Skewness | 0.8870960545 |
| Sum | 1700269.69 |
| Variance | 47531097.17 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 33081.88 | 2 | 2.0% | |
| 19170.06 | 1 | 1.0% | |
| 8703.84 | 1 | 1.0% | |
| 13312.38 | 1 | 1.0% | |
| 12214.46 | 1 | 1.0% | |
| 16542.11 | 1 | 1.0% | |
| 11573.82 | 1 | 1.0% | |
| 18010.37 | 1 | 1.0% | |
| 13767.04 | 1 | 1.0% | |
| 18531.66 | 1 | 1.0% | |
| Other values (89) | 89 | 89.0% |
| Value | Count | Frequency (%) | |
| 7155.96 | 1 | 1.0% | |
| 7488 | 1 | 1.0% | |
| 8603.88 | 1 | 1.0% | |
| 8637.59 | 1 | 1.0% | |
| 8703.84 | 1 | 1.0% |
| Value | Count | Frequency (%) | |
| 35343.92 | 1 | 1.0% | |
| 33644.13 | 1 | 1.0% | |
| 33081.88 | 2 | 2.0% | |
| 31762.12 | 1 | 1.0% | |
| 30837.1 | 1 | 1.0% |
status_posted
Real number (ℝ≥0)
| Distinct | 9 |
|---|---|
| Distinct (%) | 9.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 8.77 |
|---|---|
| Minimum | 2 |
| Maximum | 14 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 800.0 B |
Quantile statistics
| Minimum | 2 |
|---|---|
| 5-th percentile | 3.95 |
| Q1 | 6 |
| median | 7 |
| Q3 | 13 |
| 95-th percentile | 14 |
| Maximum | 14 |
| Range | 12 |
| Interquartile range (IQR) | 7 |
Descriptive statistics
| Standard deviation | 3.648314956 |
|---|---|
| Coefficient of variation (CV) | 0.4159994249 |
| Kurtosis | -1.411658234 |
| Mean | 8.77 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 0.1845438928 |
| Sum | 877 |
| Variance | 13.31020202 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=9)
| Value | Count | Frequency (%) | |
| 6 | 29 | 29.0% | |
| 13 | 27 | 27.0% | |
| 7 | 24 | 24.0% | |
| 14 | 8 | 8.0% | |
| 2 | 4 | 4.0% | |
| 12 | 4 | 4.0% | |
| 4 | 2 | 2.0% | |
| 3 | 1 | 1.0% | |
| 5 | 1 | 1.0% |
| Value | Count | Frequency (%) | |
| 2 | 4 | 4.0% | |
| 3 | 1 | 1.0% | |
| 4 | 2 | 2.0% | |
| 5 | 1 | 1.0% | |
| 6 | 29 | 29.0% |
| Value | Count | Frequency (%) | |
| 14 | 8 | 8.0% | |
| 13 | 27 | 27.0% | |
| 12 | 4 | 4.0% | |
| 7 | 24 | 24.0% | |
| 6 | 29 | 29.0% |
sales_pos
Real number (ℝ≥0)
| Distinct | 99 |
|---|---|
| Distinct (%) | 99.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1576.5066 |
|---|---|
| Minimum | 19.24 |
| Maximum | 5768.52 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 800.0 B |
Quantile statistics
| Minimum | 19.24 |
|---|---|
| 5-th percentile | 217.3015 |
| Q1 | 723.345 |
| median | 1359.54 |
| Q3 | 2069.325 |
| 95-th percentile | 3519.651 |
| Maximum | 5768.52 |
| Range | 5749.28 |
| Interquartile range (IQR) | 1345.98 |
Descriptive statistics
| Standard deviation | 1163.271588 |
|---|---|
| Coefficient of variation (CV) | 0.7378793009 |
| Kurtosis | 1.752857806 |
| Mean | 1576.5066 |
| Median Absolute Deviation (MAD) | 682.125 |
| Skewness | 1.233192866 |
| Sum | 157650.66 |
| Variance | 1353200.787 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 645.55 | 2 | 2.0% | |
| 5768.52 | 1 | 1.0% | |
| 2634.96 | 1 | 1.0% | |
| 2124.94 | 1 | 1.0% | |
| 1229.86 | 1 | 1.0% | |
| 1534.67 | 1 | 1.0% | |
| 410.04 | 1 | 1.0% | |
| 1296.66 | 1 | 1.0% | |
| 2835.82 | 1 | 1.0% | |
| 1940.88 | 1 | 1.0% | |
| Other values (89) | 89 | 89.0% |
| Value | Count | Frequency (%) | |
| 19.24 | 1 | 1.0% | |
| 91.85 | 1 | 1.0% | |
| 104.55 | 1 | 1.0% | |
| 170.72 | 1 | 1.0% | |
| 192.63 | 1 | 1.0% |
| Value | Count | Frequency (%) | |
| 5768.52 | 1 | 1.0% | |
| 5020.71 | 1 | 1.0% | |
| 4988.24 | 1 | 1.0% | |
| 4556.75 | 1 | 1.0% | |
| 3622.27 | 1 | 1.0% |
pos
Real number (ℝ≥0)
| Distinct | 99 |
|---|---|
| Distinct (%) | 99.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1564.5785 |
|---|---|
| Minimum | 19.76 |
| Maximum | 8244.07 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 800.0 B |
Quantile statistics
| Minimum | 19.76 |
|---|---|
| 5-th percentile | 220.0785 |
| Q1 | 672.4175 |
| median | 1228.48 |
| Q3 | 1884.45 |
| 95-th percentile | 3671.602 |
| Maximum | 8244.07 |
| Range | 8224.31 |
| Interquartile range (IQR) | 1212.0325 |
Descriptive statistics
| Standard deviation | 1335.591392 |
|---|---|
| Coefficient of variation (CV) | 0.8536429406 |
| Kurtosis | 7.702648457 |
| Mean | 1564.5785 |
| Median Absolute Deviation (MAD) | 592.535 |
| Skewness | 2.340894403 |
| Sum | 156457.85 |
| Variance | 1783804.365 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 3667.82 | 2 | 2.0% | |
| 1538.72 | 1 | 1.0% | |
| 2251.27 | 1 | 1.0% | |
| 1845.16 | 1 | 1.0% | |
| 969.83 | 1 | 1.0% | |
| 786.91 | 1 | 1.0% | |
| 1369.5 | 1 | 1.0% | |
| 1700.88 | 1 | 1.0% | |
| 343.84 | 1 | 1.0% | |
| 1306.72 | 1 | 1.0% | |
| Other values (89) | 89 | 89.0% |
| Value | Count | Frequency (%) | |
| 19.76 | 1 | 1.0% | |
| 31.26 | 1 | 1.0% | |
| 122.86 | 1 | 1.0% | |
| 160.68 | 1 | 1.0% | |
| 209.6 | 1 | 1.0% |
| Value | Count | Frequency (%) | |
| 8244.07 | 1 | 1.0% | |
| 6636.13 | 1 | 1.0% | |
| 5615.79 | 1 | 1.0% | |
| 4830.97 | 1 | 1.0% | |
| 3743.46 | 1 | 1.0% |
payment
Real number (ℝ≥0)
| Distinct | 96 |
|---|---|
| Distinct (%) | 96.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2013.45 |
|---|---|
| Minimum | 338 |
| Maximum | 5332 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 800.0 B |
Quantile statistics
| Minimum | 338 |
|---|---|
| 5-th percentile | 503.1 |
| Q1 | 1209.25 |
| median | 1808 |
| Q3 | 2611 |
| 95-th percentile | 4138.4 |
| Maximum | 5332 |
| Range | 4994 |
| Interquartile range (IQR) | 1401.75 |
Descriptive statistics
| Standard deviation | 1091.421207 |
|---|---|
| Coefficient of variation (CV) | 0.5420652147 |
| Kurtosis | 0.3310755267 |
| Mean | 2013.45 |
| Median Absolute Deviation (MAD) | 682 |
| Skewness | 0.8319652202 |
| Sum | 201345 |
| Variance | 1191200.25 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 486 | 3 | 3.0% | |
| 1734 | 2 | 2.0% | |
| 1660 | 2 | 2.0% | |
| 2442 | 1 | 1.0% | |
| 1917 | 1 | 1.0% | |
| 1846 | 1 | 1.0% | |
| 1729 | 1 | 1.0% | |
| 995 | 1 | 1.0% | |
| 884 | 1 | 1.0% | |
| 1878 | 1 | 1.0% | |
| Other values (86) | 86 | 86.0% |
| Value | Count | Frequency (%) | |
| 338 | 1 | 1.0% | |
| 390 | 1 | 1.0% | |
| 486 | 3 | 3.0% | |
| 504 | 1 | 1.0% | |
| 579 | 1 | 1.0% |
| Value | Count | Frequency (%) | |
| 5332 | 1 | 1.0% | |
| 4671 | 1 | 1.0% | |
| 4581 | 1 | 1.0% | |
| 4472 | 1 | 1.0% | |
| 4298 | 1 | 1.0% |
inter_bank
Real number (ℝ≥0)
| Distinct | 66 |
|---|---|
| Distinct (%) | 66.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 867.95 |
|---|---|
| Minimum | 213 |
| Maximum | 3794 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 800.0 B |
Quantile statistics
| Minimum | 213 |
|---|---|
| 5-th percentile | 263.8 |
| Q1 | 570.75 |
| median | 702 |
| Q3 | 903.75 |
| 95-th percentile | 1965.6 |
| Maximum | 3794 |
| Range | 3581 |
| Interquartile range (IQR) | 333 |
Descriptive statistics
| Standard deviation | 613.7754562 |
|---|---|
| Coefficient of variation (CV) | 0.7071553156 |
| Kurtosis | 9.134588169 |
| Mean | 867.95 |
| Median Absolute Deviation (MAD) | 164 |
| Skewness | 2.699970767 |
| Sum | 86795 |
| Variance | 376720.3106 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 702 | 34 | 34.0% | |
| 771 | 2 | 2.0% | |
| 1579 | 1 | 1.0% | |
| 429 | 1 | 1.0% | |
| 536 | 1 | 1.0% | |
| 837 | 1 | 1.0% | |
| 213 | 1 | 1.0% | |
| 1164 | 1 | 1.0% | |
| 234 | 1 | 1.0% | |
| 477 | 1 | 1.0% | |
| Other values (56) | 56 | 56.0% |
| Value | Count | Frequency (%) | |
| 213 | 1 | 1.0% | |
| 228 | 1 | 1.0% | |
| 234 | 1 | 1.0% | |
| 250 | 1 | 1.0% | |
| 260 | 1 | 1.0% |
| Value | Count | Frequency (%) | |
| 3794 | 1 | 1.0% | |
| 3673 | 1 | 1.0% | |
| 2833 | 1 | 1.0% | |
| 2160 | 1 | 1.0% | |
| 2148 | 1 | 1.0% |
phone_bank
Real number (ℝ≥0)
| Distinct | 16 |
|---|---|
| Distinct (%) | 16.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1475.52 |
|---|---|
| Minimum | 246 |
| Maximum | 1916 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 800.0 B |
Quantile statistics
| Minimum | 246 |
|---|---|
| 5-th percentile | 472.8 |
| Q1 | 1629 |
| median | 1629 |
| Q3 | 1629 |
| 95-th percentile | 1629 |
| Maximum | 1916 |
| Range | 1670 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 397.1359963 |
|---|---|
| Coefficient of variation (CV) | 0.2691498566 |
| Kurtosis | 3.12936158 |
| Mean | 1475.52 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | -2.192116927 |
| Sum | 147552 |
| Variance | 157716.9996 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=16)
| Value | Count | Frequency (%) | |
| 1629 | 85 | 85.0% | |
| 504 | 1 | 1.0% | |
| 492 | 1 | 1.0% | |
| 474 | 1 | 1.0% | |
| 546 | 1 | 1.0% | |
| 246 | 1 | 1.0% | |
| 871 | 1 | 1.0% | |
| 402 | 1 | 1.0% | |
| 793 | 1 | 1.0% | |
| 355 | 1 | 1.0% | |
| Other values (6) | 6 | 6.0% |
| Value | Count | Frequency (%) | |
| 246 | 1 | 1.0% | |
| 252 | 1 | 1.0% | |
| 355 | 1 | 1.0% | |
| 402 | 1 | 1.0% | |
| 450 | 1 | 1.0% |
| Value | Count | Frequency (%) | |
| 1916 | 1 | 1.0% | |
| 1629 | 85 | 85.0% | |
| 871 | 1 | 1.0% | |
| 793 | 1 | 1.0% | |
| 696 | 1 | 1.0% |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.First rows
| account | age | X | Y | gender_M | balance | amount | status_posted | sales_pos | pos | payment | inter_bank | phone_bank | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 37709441 | 18 | -28.01 | 153.41 | 1 | 98107.03 | 28925.61 | 7.0 | 399.84 | 663.05 | 2088.0 | 1692.0 | 252.0 |
| 1 | 38923874 | 38 | -33.90 | 151.27 | 1 | 506145.72 | 24452.35 | 13.0 | 734.41 | 1716.74 | 4671.0 | 827.0 | 1629.0 |
| 2 | 53508546 | 35 | -33.76 | 150.62 | 0 | 54704.11 | 8703.84 | 12.0 | 1204.22 | 350.31 | 1180.0 | 702.0 | 1629.0 |
| 3 | 80388494 | 28 | -37.42 | 144.97 | 1 | 35050.32 | 11499.06 | 6.0 | 3033.07 | 1356.47 | 852.0 | 270.0 | 1629.0 |
| 4 | 90814749 | 35 | -32.98 | 151.68 | 1 | 65301.33 | 13852.02 | 6.0 | 1472.62 | 1845.16 | 831.0 | 902.0 | 1916.0 |
| 5 | 154431271 | 18 | -27.48 | 153.09 | 0 | 17476.44 | 9226.08 | 6.0 | 1229.86 | 2390.65 | 1734.0 | 883.0 | 1629.0 |
| 6 | 182446574 | 27 | -32.00 | 116.06 | 0 | 50023.10 | 19881.05 | 7.0 | 3048.65 | 3483.64 | 945.0 | 1716.0 | 1629.0 |
| 7 | 211792489 | 30 | -34.93 | 138.63 | 0 | 14129.58 | 9821.80 | 2.0 | 1763.54 | 2014.29 | 1801.0 | 702.0 | 1629.0 |
| 8 | 240804743 | 29 | -30.75 | 121.48 | 1 | 106299.10 | 30837.10 | 7.0 | 1876.13 | 766.90 | 2747.0 | 702.0 | 559.0 |
| 9 | 354106658 | 39 | -33.80 | 151.04 | 0 | 78807.94 | 25517.55 | 5.0 | 2567.76 | 1597.61 | 1635.0 | 350.0 | 531.0 |
Last rows
| account | age | X | Y | gender_M | balance | amount | status_posted | sales_pos | pos | payment | inter_bank | phone_bank | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 90 | 3879258709 | 40 | -37.66 | 143.83 | 0 | 1398902.55 | 29512.28 | 7.0 | 1527.51 | 1422.82 | 2672.0 | 917.0 | 492.0 |
| 91 | 3881031190 | 37 | -21.15 | 149.19 | 1 | 72025.43 | 11001.00 | 12.0 | 410.04 | 1426.07 | 996.0 | 702.0 | 1629.0 |
| 92 | 3941181087 | 25 | -31.94 | 115.79 | 1 | 54667.71 | 16127.10 | 6.0 | 297.19 | 160.68 | 2000.0 | 576.0 | 1629.0 |
| 93 | 3954677887 | 47 | -32.28 | 115.72 | 0 | 75920.32 | 16542.11 | 13.0 | 871.69 | 1023.70 | 4094.0 | 702.0 | 1629.0 |
| 94 | 4059612845 | 38 | -12.49 | 130.98 | 1 | 399484.97 | 18531.66 | 7.0 | 242.31 | 409.65 | 1734.0 | 585.0 | 1629.0 |
| 95 | 4065652575 | 21 | -31.82 | 115.81 | 1 | 83700.42 | 25050.55 | 7.0 | 3369.45 | 606.37 | 3957.0 | 1001.0 | 1629.0 |
| 96 | 4163822186 | 26 | -34.97 | 149.03 | 0 | 94134.87 | 11048.52 | 12.0 | 104.55 | 19.76 | 2442.0 | 702.0 | 1629.0 |
| 97 | 4258502723 | 24 | -37.74 | 145.45 | 0 | 51624.95 | 13777.92 | 13.0 | 2662.22 | 3667.82 | 1984.0 | 670.0 | 1629.0 |
| 98 | 4274272854 | 20 | -37.86 | 145.23 | 1 | 42000.30 | 9844.98 | 6.0 | 233.12 | 1369.50 | 1183.0 | 702.0 | 1629.0 |
| 99 | 4281711154 | 42 | -37.84 | 144.98 | 1 | 275038.66 | 12304.74 | 7.0 | 2054.40 | 122.86 | 1438.0 | 702.0 | 504.0 |